The sine cosine algorithm (SCA) is a recently developed meta-heuristic for solving global optimization problems. It has shown excellent performance in algorithms. But this also shortcomings such as low accuracy, easy to fall into local solution, and slow convergence speed. Aiming at these deficiencies of the SCA, modified with teacher supervision learning (TSL-SCA) proposed. First, strategy can...

This paper presents the development of improved hierarchical control system using metaheuristic centralized PID tuner for DC microgrids. Hierarchical is one best strategies employed in photovoltaics (PV) based microgrids with three layers primary, secondary, and tertiary controllers which at center each these layered levels. The principal objective primary controller to ensure near-equal power ...

Dynamic economic dispatch (DED) plays an important role in the operation and control of power systems. The integration DED with space time makes it a complex challenging problem optimal decision making. By connecting plug-in electric vehicles (PEVs) to grid (V2G), fluctuations can be mitigated, benefits balancing peaks filling valleys realized. However, complexity has increased emergence penetr...

Data mining process involves a number of steps from data collection to visualization identify useful massive set. the same time, recent advances machine learning (ML) and deep (DL) models can be utilized for effectual rainfall prediction. With this motivation, article develops novel comprehensive oppositional moth flame optimization with prediction (COMFO-DLRP) Technique. The proposed CMFO-DLRP...

With the rapid development of social economy, energy consumption has continued to grow, and problem pollutant emissions in various sources gradually become focus attention. Cities account for two-thirds global primary demand that make urban systems a center sustainable transitions. This paper builds bi-level planning model steady-state optimal configuration realize reasonable structure. The fir...

Purpose The purpose of this paper is to enhance the line congestion and minimize power loss. Transmission considered most acute trouble during operation system. Therefore, management acts as an effective tool in using available without breaking system hindrances or limitations. Design/methodology/approach Over past few years, determining optimal location size devices have pinched a great deal c...

Land and water resources, climate change, disaster risks significantly affect the agricultural sector. An effective solution for growing crops to improve productivity optimize use of resources is through controlled-environment agriculture (CEA). Evapotranspiration (ET) an important greenhouse crop attribute that can be optimized optimum plant growth. Light intensity radiation are significant co...

The incorporation of renewable energy microgrids brings along several new protection coordination challenges due to the and stochastic behaviour power flow fault currents distribution. An optimal scheme is a potential solution develop an efficient system handle microgrid challenges. In this paper, Over Current (OC) relays schemes have been developed using nonstandard tripping characteristics fo...